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2025-04-29 13:14
IndustryChallenges in Using Ensembles
#CurrencyPairPrediction
Challenges in Using Ensembles
Challenge How to Handle Computational cost
Use lightweight models or parallelize training.
Data leakage risk Carefully separate training/validation/test sets at every layer.
Overfitting in stacking Regularize the meta-model heavily.
Correlation between models Try to make base models as diverse as possible.
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Challenges in Using Ensembles
#CurrencyPairPrediction
Challenges in Using Ensembles
Challenge How to Handle Computational cost
Use lightweight models or parallelize training.
Data leakage risk Carefully separate training/validation/test sets at every layer.
Overfitting in stacking Regularize the meta-model heavily.
Correlation between models Try to make base models as diverse as possible.
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